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   <blockquote>
 <div></div></blockquote>
 <div class="section" id="community-providers">
 <h1>Community Providers<a class="headerlink" href="#community-providers" title="Permalink to this heading">¶</a></h1>
 <div class="section" id="how-to-creating-a-new-community-provider">
 <h2>How-to creating a new community provider<a class="headerlink" href="#how-to-creating-a-new-community-provider" title="Permalink to this heading">¶</a></h2>
 <p>This document gathers the necessary steps to create a new community provider and also guidelines for updating
 the existing ones. You should be aware that providers may have distinctions that may not be covered in
 this guide. The sequence described was designed to meet the most linear flow possible in order to develop a
 new provider.</p>
 <p>Another recommendation that will help you is to look for a provider that works similar to yours. That way it will
 help you to set up tests and other dependencies.</p>
 <p>First, you need to set up your local development environment. See <a class="reference external" href="https://github.com/apache/airflow/blob/main/CONTRIBUTING.rst">Contribution Quick Start</a>
 if you did not set up your local environment yet. We recommend using <code class="docutils literal notranslate"><span class="pre">breeze</span></code> to develop locally. This way you
 easily be able to have an environment more similar to the one executed by GitHub CI workflow.</p>
 <blockquote>
 <div><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>./breeze
 </pre></div>
 </div>
 </div></blockquote>
 <p>Using the code above you will set up Docker containers. These containers your local code to internal volumes.
 In this way, the changes made in your IDE are already applied to the code inside the container and tests can
 be carried out quickly.</p>
 <p>In this how-to guide our example provider name will be <code class="docutils literal notranslate"><span class="pre">&lt;NEW_PROVIDER&gt;</span></code>.
 When you see this placeholder you must change for your provider name.</p>
 <div class="section" id="initial-code-and-unit-tests">
 <h3>Initial Code and Unit Tests<a class="headerlink" href="#initial-code-and-unit-tests" title="Permalink to this heading">¶</a></h3>
 <p>Most likely you have developed a version of the provider using some local customization and now you need to
 transfer this code to the Airflow project. Below is described all the initial code structure that
 the provider may need. Understand that not all providers will need all the components described in this structure.
 If you still have doubts about building your provider, we recommend that you read the initial provider guide and
 open a issue on GitHub so the community can help you.</p>
 <blockquote>
 <div><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>airflow/
 ├── providers/&lt;NEW_PROVIDER&gt;/
 │   ├── __init__.py
 │   ├── example_dags/
 │   │   ├── __init__.py
 │   │   └── example_&lt;NEW_PROVIDER&gt;.py
 │   ├── hooks/
 │   │   ├── __init__.py
 │   │   └── &lt;NEW_PROVIDER&gt;.py
 │   ├── operators/
 │   │   ├── __init__.py
 │   │   └── &lt;NEW_PROVIDER&gt;.py
 │   ├── sensors/
 │   │   ├── __init__.py
 │   │   └── &lt;NEW_PROVIDER&gt;.py
 │   └── transfers/
 │       ├── __init__.py
 │       └── &lt;NEW_PROVIDER&gt;.py
 └── tests/providers/&lt;NEW_PROVIDER&gt;/
     ├── __init__.py
     ├── hooks/
     │   ├── __init__.py
     │   └── test_&lt;NEW_PROVIDER&gt;.py
     ├── operators/
     │   ├── __init__.py
     │   ├── test_&lt;NEW_PROVIDER&gt;.py
     │   └── test_&lt;NEW_PROVIDER&gt;_system.py
     ├── sensors/
     │   ├── __init__.py
     │   └── test_&lt;NEW_PROVIDER&gt;.py
     └── transfers/
         ├── __init__.py
         └── test_&lt;NEW_PROVIDER&gt;.py
 </pre></div>
 </div>
 </div></blockquote>
 <p>Considering that you have already transferred your provider’s code to the above structure, it will now be necessary
 to create unit tests for each component you created. The example below I have already set up an environment using
 breeze and I’ll run unit tests for my Hook.</p>
 <blockquote>
 <div><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>root@fafd8d630e46:/opt/airflow# python -m pytest tests/providers/&lt;NEW_PROVIDER&gt;/hook/&lt;NEW_PROVIDER&gt;.py
 </pre></div>
 </div>
 </div></blockquote>
 </div>
 <div class="section" id="integration-tests">
 <h3>Integration tests<a class="headerlink" href="#integration-tests" title="Permalink to this heading">¶</a></h3>
 <p>See <a class="reference external" href="https://github.com/apache/airflow/blob/main/TESTING.rst#airflow-integration-tests">Airflow Integration Tests</a></p>
 </div>
 <div class="section" id="documentation">
 <h3>Documentation<a class="headerlink" href="#documentation" title="Permalink to this heading">¶</a></h3>
 <p>An important part of building a new provider is the documentation.
 Some steps for documentation occurs automatically by <code class="docutils literal notranslate"><span class="pre">pre-commit</span></code> see <a class="reference external" href="https://github.com/apache/airflow/blob/main/CONTRIBUTORS_QUICK_START.rst#pre-commit">Installing pre-commit guide</a></p>
 <blockquote>
 <div><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>airflow/
 ├── INSTALL
 ├── CONTRIBUTING.rst
 ├── setup.py
 ├── docs/
 │   ├── spelling_wordlist.txt
 │   ├── apache-airflow/
 │   │   └── extra-packages-ref.rst
 │   ├── integration-logos/&lt;NEW_PROVIDER&gt;/
 │   │   └── &lt;NEW_PROVIDER&gt;.png
 │   └── apache-airflow-providers-&lt;NEW_PROVIDER&gt;/
 │       ├── index.rst
 │       ├── commits.rst
 │       ├── connections.rst
 │       └── operators/
 │           └── &lt;NEW_PROVIDER&gt;.rst
 └── providers/
     └── &lt;NEW_PROVIDER&gt;/
         ├── provider.yaml
         └── CHANGELOG.rst
 </pre></div>
 </div>
 </div></blockquote>
 <p>Files automatically updated by pre-commit:</p>
 <ul class="simple">
 <li><p><code class="docutils literal notranslate"><span class="pre">INSTALL</span></code> in provider</p></li>
 </ul>
 <p>Files automatically created when the provider is released:</p>
 <ul class="simple">
 <li><p><code class="docutils literal notranslate"><span class="pre">docs/apache-airflow-providers-&lt;NEW_PROVIDER&gt;/commits.rst</span></code></p></li>
 <li><p><code class="docutils literal notranslate"><span class="pre">/airflow/providers/&lt;NEW_PROVIDER&gt;/CHANGELOG</span></code></p></li>
 </ul>
 <p>There is a chance that your provider’s name is not a common English word.
 In this case is necessary to add it to the file <code class="docutils literal notranslate"><span class="pre">docs/spelling_wordlist.txt</span></code>. This file begin with capitalized words and
 lowercase in the second block.</p>
 <blockquote>
 <div><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>Namespace
 Neo4j
 Nextdoor
 &lt;NEW_PROVIDER&gt; <span class="o">(</span>new line<span class="o">)</span>
 Nones
 NotFound
 Nullable
 ...
 neo4j
 neq
 networkUri
 &lt;NEW_PROVIDER&gt; <span class="o">(</span>new line<span class="o">)</span>
 nginx
 nobr
 nodash
 </pre></div>
 </div>
 </div></blockquote>
 <p>Add your provider dependencies into <code class="docutils literal notranslate"><span class="pre">provider.yaml</span></code> under <code class="docutils literal notranslate"><span class="pre">dependencies</span></code> key..
 If your provider doesn’t have any dependency add a empty list.</p>
 <p>In the <code class="docutils literal notranslate"><span class="pre">docs/apache-airflow-providers-&lt;NEW_PROVIDER&gt;/connections.rst</span></code>:</p>
 <ul class="simple">
 <li><p>add information how to configure connection for your provider.</p></li>
 </ul>
 <p>In the <code class="docutils literal notranslate"><span class="pre">docs/apache-airflow-providers-&lt;NEW_PROVIDER&gt;/operators/&lt;NEW_PROVIDER&gt;.rst</span></code>:</p>
 <ul>
 <li><p>add information how to use the Operator. It’s important to add examples and additional information if your Operator has extra-parameters.</p>
 <div class="highlight-RST notranslate"><div class="highlight"><pre><span></span><span class="p">..</span> <span class="nt">_howto/operator:</span>NewProviderOperator:

 <span class="gh">NewProviderOperator</span>
 <span class="gh">===================</span>

 Use the <span class="na">:class:</span><span class="nv">`~airflow.providers.&lt;NEW_PROVIDER&gt;.operators.NewProviderOperator`</span> to do something
 amazing with Airflow!

 <span class="gh">Using the Operator</span>
 <span class="gh">^^^^^^^^^^^^^^^^^^</span>

 The NewProviderOperator requires a <span class="s">``connection_id``</span> and this other awesome parameter.
 You can see an example below:

 <span class="p">..</span> <span class="ow">exampleinclude</span><span class="p">::</span> /../../airflow/providers/&lt;NEW_PROVIDER&gt;/example_dags/example_&lt;NEW_PROVIDER&gt;.py
     <span class="nc">:language:</span> python
     <span class="nc">:start-after:</span> [START howto_operator_&lt;NEW_PROVIDER&gt;]
     <span class="nc">:end-before:</span> [END howto_operator_&lt;NEW_PROVIDER&gt;]
 </pre></div>
 </div>
 </li>
 </ul>
 <p>In the <code class="docutils literal notranslate"><span class="pre">docs/apache-airflow-providers-new_provider/index.rst</span></code>:</p>
 <ul class="simple">
 <li><p>add all information of the purpose of your provider. It is recommended to check with another provider to help you complete this document as best as possible.</p></li>
 </ul>
 <p>In the <code class="docutils literal notranslate"><span class="pre">airflow/providers/&lt;NEW_PROVIDER&gt;/provider.yaml</span></code> add information of your provider:</p>
 <blockquote>
 <div><div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="nt">package-name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">apache-airflow-providers-&lt;NEW_PROVIDER&gt;</span><span class="w"></span>
 <span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">&lt;NEW_PROVIDER&gt;</span><span class="w"></span>
 <span class="nt">description</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span><span class="w"></span>
 <span class="w">  </span><span class="no">`&lt;NEW_PROVIDER&gt; &lt;https://example.io/&gt;`__</span><span class="w"></span>
 <span class="nt">versions</span><span class="p">:</span><span class="w"></span>
 <span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">1.0.0</span><span class="w"></span>

 <span class="nt">integrations</span><span class="p">:</span><span class="w"></span>
 <span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">integration-name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">&lt;NEW_PROVIDER&gt;</span><span class="w"></span>
 <span class="w">    </span><span class="nt">external-doc-url</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">https://www.example.io/</span><span class="w"></span>
 <span class="w">    </span><span class="nt">logo</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">/integration-logos/&lt;NEW_PROVIDER&gt;/&lt;NEW_PROVIDER&gt;.png</span><span class="w"></span>
 <span class="w">    </span><span class="nt">how-to-guide</span><span class="p">:</span><span class="w"></span>
 <span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">/docs/apache-airflow-providers-&lt;NEW_PROVIDER&gt;/operators/&lt;NEW_PROVIDER&gt;.rst</span><span class="w"></span>
 <span class="w">    </span><span class="nt">tags</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="nv">service</span><span class="p p-Indicator">]</span><span class="w"></span>

 <span class="nt">operators</span><span class="p">:</span><span class="w"></span>
 <span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">integration-name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">&lt;NEW_PROVIDER&gt;</span><span class="w"></span>
 <span class="w">    </span><span class="nt">python-modules</span><span class="p">:</span><span class="w"></span>
 <span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">airflow.providers.&lt;NEW_PROVIDER&gt;.operators.&lt;NEW_PROVIDER&gt;</span><span class="w"></span>

 <span class="nt">hooks</span><span class="p">:</span><span class="w"></span>
 <span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">integration-name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">&lt;NEW_PROVIDER&gt;</span><span class="w"></span>
 <span class="w">    </span><span class="nt">python-modules</span><span class="p">:</span><span class="w"></span>
 <span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">airflow.providers.&lt;NEW_PROVIDER&gt;.hooks.&lt;NEW_PROVIDER&gt;</span><span class="w"></span>

 <span class="nt">sensors</span><span class="p">:</span><span class="w"></span>
 <span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">integration-name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">&lt;NEW_PROVIDER&gt;</span><span class="w"></span>
 <span class="w">    </span><span class="nt">python-modules</span><span class="p">:</span><span class="w"></span>
 <span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">airflow.providers.&lt;NEW_PROVIDER&gt;.sensors.&lt;NEW_PROVIDER&gt;</span><span class="w"></span>

 <span class="nt">connection-types</span><span class="p">:</span><span class="w"></span>
 <span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">hook-class-name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">airflow.providers.&lt;NEW_PROVIDER&gt;.hooks.&lt;NEW_PROVIDER&gt;.NewProviderHook</span><span class="w"></span>
 <span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">connection-type</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">provider-connection-type</span><span class="w"></span>

 <span class="nt">hook-class-names</span><span class="p">:</span><span class="w">  </span><span class="c1"># deprecated in Airflow 2.2.0</span><span class="w"></span>
 <span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">airflow.providers.&lt;NEW_PROVIDER&gt;.hooks.&lt;NEW_PROVIDER&gt;.NewProviderHook</span><span class="w"></span>
 </pre></div>
 </div>
 </div></blockquote>
 <div class="admonition note">
 <p class="admonition-title">Note</p>
 <p>Defining your own connection types</p>
 <p>You only need to add <code class="docutils literal notranslate"><span class="pre">connection-types</span></code> in case you have some hooks that have customized UI behavior. However
 it is only supported for Airflow 2.2.0. If your providers are also targeting Airflow below 2.2.0 you should
 provide the deprecated <code class="docutils literal notranslate"><span class="pre">hook-class-names</span></code> array. The <code class="docutils literal notranslate"><span class="pre">connection-types</span></code> array allows for optimization
 of importing of individual connections and while Airflow 2.2.0 is able to handle both definition, the
 <code class="docutils literal notranslate"><span class="pre">connection-types</span></code> is recommended.</p>
 <p>For more information see <a class="reference external" href="http://airflow.apache.org/docs/apache-airflow/stable/howto/connection.html#custom-connection-types">Custom connection types</a></p>
 </div>
 <p>After changing and creating these files you can build the documentation locally. The two commands below will
 serve to accomplish this. The first will build your provider’s documentation. The second will ensure that the
 main Airflow documentation that involves some steps with the providers is also working.</p>
 <blockquote>
 <div><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>./breeze build-docs --package-filter apache-airflow-providers-&lt;NEW_PROVIDER&gt;
 ./breeze build-docs --package-filter apache-airflow
 </pre></div>
 </div>
 </div></blockquote>
 </div>
 </div>
 <div class="section" id="optional-provider-features">
 <h2>Optional provider features<a class="headerlink" href="#optional-provider-features" title="Permalink to this heading">¶</a></h2>
 <blockquote>
 <div><div class="admonition note">
 <p class="admonition-title">Note</p>
 <p>This feature is available in Airflow 2.3+.</p>
 </div>
 </div></blockquote>
 <p>Some providers might provide optional features, which are only available when some packages or libraries
 are installed. Such features will typically result in <code class="docutils literal notranslate"><span class="pre">ImportErrors</span></code> however those import errors
 should be silently ignored rather than pollute the logs of Airflow with false warnings. False warnings
 are a very bad pattern, as they tend to turn into blind spots, so avoiding false warnings is encouraged.
 However until Airflow 2.3, Airflow had no mechanism to selectively ignore “known” ImportErrors. So
 Airflow 2.1 and 2.2 silently ignored all ImportErrors coming from providers with actually lead to
 ignoring even important import errors - without giving the clue to Airflow users that there is something
 missing in provider dependencies.</p>
 <p>In Airflow 2.3, new exception <code class="xref py py-class docutils literal notranslate"><span class="pre">OptionalProviderFeatureException</span></code> has been
 introduced and Providers can use the exception to signal that the ImportError (or any other error) should
 be ignored by Airflow ProvidersManager. However this Exception is only available in Airflow 2.3 so if
 providers would like to remain compatible with 2.2, they should continue throwing
 the ImportError exception.</p>
 <p>Example code (from Plyvel Hook, part of the Google Provider) explains how such conditional error handling
 should be implemented to keep compatibility with 2.2</p>
 <blockquote>
 <div><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">try</span><span class="p">:</span>
     <span class="kn">import</span> <span class="nn">plyvel</span>
     <span class="kn">from</span> <span class="nn">plyvel</span> <span class="kn">import</span> <span class="n">DB</span>

     <span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="kn">import</span> <span class="n">AirflowException</span>
     <span class="kn">from</span> <span class="nn">airflow.hooks.base</span> <span class="kn">import</span> <span class="n">BaseHook</span>

 <span class="k">except</span> <span class="ne">ImportError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
     <span class="c1"># Plyvel is an optional feature and if imports are missing, it should be silently ignored</span>
     <span class="c1"># As of Airflow 2.3  and above the operator can throw OptionalProviderFeatureException</span>
     <span class="k">try</span><span class="p">:</span>
         <span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="kn">import</span> <span class="n">AirflowOptionalProviderFeatureException</span>
     <span class="k">except</span> <span class="ne">ImportError</span><span class="p">:</span>
         <span class="c1"># However, in order to keep backwards-compatibility with Airflow 2.1 and 2.2, if the</span>
         <span class="c1"># 2.3 exception cannot be imported, the original ImportError should be raised.</span>
         <span class="c1"># This try/except can be removed when the provider depends on Airflow &gt;= 2.3.0</span>
         <span class="k">raise</span> <span class="n">e</span>
     <span class="k">raise</span> <span class="n">AirflowOptionalProviderFeatureException</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
 </pre></div>
 </div>
 </div></blockquote>
 </div>
 <div class="section" id="using-providers-with-dynamic-task-mapping">
 <h2>Using Providers with dynamic task mapping<a class="headerlink" href="#using-providers-with-dynamic-task-mapping" title="Permalink to this heading">¶</a></h2>
 <p>Airflow 2.3 added <a class="reference external" href="https://cwiki.apache.org/confluence/display/AIRFLOW/AIP-42+Dynamic+Task+Mapping">Dynamic Task Mapping</a>
 and it added the possibility of assigning a unique key to each task. Which means that when such dynamically
 mapped task wants to retrieve a value from XCom (for example in case an extra link should calculated)
 it should always check if the ti_key value passed is not None an only then retrieve the XCom value using
 XCom.get_value. This allows to keep backwards compatibility with earlier versions of Airflow.</p>
 <p>Typical code to access XCom Value in providers that want to keep backwards compatibility should look similar to
 this (note the <code class="docutils literal notranslate"><span class="pre">if</span> <span class="pre">ti_key</span> <span class="pre">is</span> <span class="pre">not</span> <span class="pre">None:</span></code> condition).</p>
 <blockquote>
 <div><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">get_link</span><span class="p">(</span>
     <span class="bp">self</span><span class="p">,</span>
     <span class="n">operator</span><span class="p">,</span>
     <span class="n">dttm</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">datetime</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
     <span class="n">ti_key</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="s2">&quot;TaskInstanceKey&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
 <span class="p">):</span>
     <span class="k">if</span> <span class="n">ti_key</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
         <span class="n">job_ids</span> <span class="o">=</span> <span class="n">XCom</span><span class="o">.</span><span class="n">get_value</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="s2">&quot;job_id&quot;</span><span class="p">,</span> <span class="n">ti_key</span><span class="o">=</span><span class="n">ti_key</span><span class="p">)</span>
     <span class="k">else</span><span class="p">:</span>
         <span class="k">assert</span> <span class="n">dttm</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span>
         <span class="n">job_ids</span> <span class="o">=</span> <span class="n">XCom</span><span class="o">.</span><span class="n">get_one</span><span class="p">(</span>
             <span class="n">key</span><span class="o">=</span><span class="s2">&quot;job_id&quot;</span><span class="p">,</span>
             <span class="n">dag_id</span><span class="o">=</span><span class="n">operator</span><span class="o">.</span><span class="n">dag</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span>
             <span class="n">task_id</span><span class="o">=</span><span class="n">operator</span><span class="o">.</span><span class="n">task_id</span><span class="p">,</span>
             <span class="n">execution_date</span><span class="o">=</span><span class="n">dttm</span><span class="p">,</span>
         <span class="p">)</span>
     <span class="k">if</span> <span class="ow">not</span> <span class="n">job_ids</span><span class="p">:</span>
         <span class="k">return</span> <span class="kc">None</span>
     <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">job_ids</span><span class="p">)</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">index</span><span class="p">:</span>
         <span class="k">return</span> <span class="kc">None</span>
     <span class="n">job_id</span> <span class="o">=</span> <span class="n">job_ids</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">index</span><span class="p">]</span>
     <span class="k">return</span> <span class="n">BIGQUERY_JOB_DETAILS_LINK_FMT</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">job_id</span><span class="o">=</span><span class="n">job_id</span><span class="p">)</span>
 </pre></div>
 </div>
 </div></blockquote>
 </div>
 <div class="section" id="having-sensors-return-xom-values">
 <h2>Having sensors return XOM values<a class="headerlink" href="#having-sensors-return-xom-values" title="Permalink to this heading">¶</a></h2>
 <p>In Airflow 2.3, sensor operators will be able to return XCOM values. This is achieved by returning an instance of the <code class="docutils literal notranslate"><span class="pre">PokeReturnValue</span></code> object at the end of the <code class="docutils literal notranslate"><span class="pre">poke()</span></code> method:</p>
 <blockquote>
 <div><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">airflow.sensors.base</span> <span class="kn">import</span> <span class="n">PokeReturnValue</span>


 <span class="k">class</span> <span class="nc">SensorWithXcomValue</span><span class="p">(</span><span class="n">BaseSensorOperator</span><span class="p">):</span>
     <span class="k">def</span> <span class="nf">poke</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">context</span><span class="p">:</span> <span class="n">Context</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="n">PokeReturnValue</span><span class="p">]:</span>
         <span class="c1"># ...</span>
         <span class="n">is_done</span> <span class="o">=</span> <span class="o">...</span>  <span class="c1"># set to true if the sensor should stop poking.</span>
         <span class="n">xcom_value</span> <span class="o">=</span> <span class="o">...</span>  <span class="c1"># return value of the sensor operator to be pushed to XCOM.</span>
         <span class="k">return</span> <span class="n">PokeReturnValue</span><span class="p">(</span><span class="n">is_done</span><span class="p">,</span> <span class="n">xcom_value</span><span class="p">)</span>
 </pre></div>
 </div>
 </div></blockquote>
 <p>To implement a sensor operator that pushes a XCOM value and supports both version 2.3 and pre-2.3, you need to explicitly push the XCOM value if the version is pre-2.3.</p>
 <blockquote>
 <div><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">try</span><span class="p">:</span>
     <span class="kn">from</span> <span class="nn">airflow.sensors.base</span> <span class="kn">import</span> <span class="n">PokeReturnValue</span>
 <span class="k">except</span> <span class="ne">ImportError</span><span class="p">:</span>
     <span class="n">PokeReturnValue</span> <span class="o">=</span> <span class="kc">None</span>


 <span class="k">class</span> <span class="nc">SensorWithXcomValue</span><span class="p">(</span><span class="n">BaseSensorOperator</span><span class="p">):</span>
     <span class="k">def</span> <span class="nf">poke</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">context</span><span class="p">:</span> <span class="n">Context</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">bool</span><span class="p">:</span>
         <span class="c1"># ...</span>
         <span class="n">is_done</span> <span class="o">=</span> <span class="o">...</span>  <span class="c1"># set to true if the sensor should stop poking.</span>
         <span class="n">xcom_value</span> <span class="o">=</span> <span class="o">...</span>  <span class="c1"># return value of the sensor operator to be pushed to XCOM.</span>
         <span class="k">if</span> <span class="n">PokeReturnValue</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
             <span class="k">return</span> <span class="n">PokeReturnValue</span><span class="p">(</span><span class="n">is_done</span><span class="p">,</span> <span class="n">xcom_value</span><span class="p">)</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="k">if</span> <span class="n">is_done</span><span class="p">:</span>
                 <span class="n">context</span><span class="p">[</span><span class="s2">&quot;ti&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">xcom_push</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="s2">&quot;xcom_key&quot;</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="n">xcom_value</span><span class="p">)</span>
             <span class="k">return</span> <span class="n">is_done</span>
 </pre></div>
 </div>
 </div></blockquote>
 </div>
 <div class="section" id="how-to-update-a-community-provider">
 <h2>How-to Update a community provider<a class="headerlink" href="#how-to-update-a-community-provider" title="Permalink to this heading">¶</a></h2>
 <p>See <a class="reference external" href="https://github.com/apache/airflow/blob/main/dev/README_RELEASE_PROVIDER_PACKAGES.md#provider-packages-versioning">Provider packages versioning</a></p>
 </div>
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 <li><a class="reference internal" href="#initial-code-and-unit-tests">Initial Code and Unit Tests</a></li>
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 <li><a class="reference internal" href="#using-providers-with-dynamic-task-mapping">Using Providers with dynamic task mapping</a></li>
 <li><a class="reference internal" href="#having-sensors-return-xom-values">Having sensors return XOM values</a></li>
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